NAVA+ GROUP
1 Intoduction
This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.
2 About me
Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.
3 About the project
3.1 How this project comes to life?
First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.
The tools I used are: Python, Polars, and DuckDB
3.2 The process
The process was done in my local machine, and it was as followed.
4 General graphs
4.1 marketing and advertising indestry’s yearly new recruit count
5 Workforce sample
5.1 Adarsh Devaraj
Job title: Founder
Associated: True
Socials: https://linkedin.com/in/adarsh-devaraj-b9b69913 | https://linkedin.com/in/adarshdevaraj
5.1.2 Gantt plot of Adarsh Devaraj’s experience
5.2 Adex Dilla
Job title: Account manager
Associated: True
Socials: https://linkedin.com/in/adex-dilla-784a7621
5.2.2 Gantt plot of Adex Dilla’s experience
5.3 Adrianus Bowi
Job title: Activation planner
Associated: True
Socials: https://linkedin.com/in/adrianusbowi
5.3.2 Gantt plot of Adrianus Bowi’s experience
5.4 Anak Kusuma
Job title: Pilot of salesman
Associated: True
Socials: https://linkedin.com/in/anak-agung-putra-indra-kusuma-10744313a
5.4.2 Gantt plot of Anak Kusuma’s experience
5.5 Buyung Syahputra
Job title: Strategic planning and innovation director
Associated: True
Socials: https://twitter.com/owowyeahyeah | https://linkedin.com/in/buyungwidhi
5.5.2 Gantt plot of Buyung Syahputra’s experience
5.6 Christabelle Wong
Job title: Public relations intern
Associated: False
Socials: https://linkedin.com/in/christabelle-ashley-wong-6ba66685
5.6.2 Gantt plot of Christabelle Wong’s experience
5.7 Cindy Fernanda
Job title: Head of administration
Associated: True
Socials: https://linkedin.com/in/cindy-fernanda-b2493280 | https://facebook.com/cindy.cenatcenut
5.7.2 Gantt plot of Cindy Fernanda’s experience
5.8 David Wibowo
Job title: President director
Associated: True
Socials: https://linkedin.com/in/david-wibowo-49406a10
5.8.2 Gantt plot of David Wibowo’s experience
5.9 Dimas Dewantara
Job title: Head of activation
Associated: True
Socials: https://id.linkedin.com/in/dimas-ali-dewantara-457a9150 | https://linkedin.com/in/dimas-dewantara-457a9150 | https://linkedin.com/in/dimas-ali-dewantara-457a9150
5.9.2 Gantt plot of Dimas Dewantara’s experience
5.10 Doddy Eko
Job title: Human capital development
Associated: True
Socials: https://linkedin.com/in/doddy-eko-13294332
5.10.2 Gantt plot of Doddy Eko’s experience
5.11 Edwin Andari
Job title: Accountant
Associated: True
Socials: https://linkedin.com/in/edwin-novitri-andari-92786824
5.11.2 Gantt plot of Edwin Andari’s experience
5.12 Erick Samuel
Job title: Business development manager and business to business corporate sales
Associated: False
Socials: https://linkedin.com/in/ericksamuels
5.12.2 Gantt plot of Erick Samuel’s experience
5.13 Fransiska Widyaningtyas
Job title: Hc shared services staff
Associated: False
Socials: https://linkedin.com/in/fransiska-aristi-widyaningtyas-29507a113
5.13.2 Gantt plot of Fransiska Widyaningtyas’s experience
5.14 Ivan Ekaputra
Job title: Account manager
Associated: True
Socials: https://linkedin.com/in/ivan-ekaputra-92851498
5.14.2 Gantt plot of Ivan Ekaputra’s experience
5.15 Jayesh Shivdasani
Job title: Head of digital
Associated: False
Socials: https://facebook.com/jayesh.shivdasani | https://linkedin.com/in/jayesh-shivdasani-01490313
5.15.2 Gantt plot of Jayesh Shivdasani’s experience
5.16 Lenny Pestarida
Job title: Procurement manager
Associated: False
Socials: https://linkedin.com/in/lenny-pestarida-aaaaa433
5.16.2 Gantt plot of Lenny Pestarida’s experience
5.17 Nakul Pathak
Job title: Gm:strategic projects and advisory
Associated: True
Socials: https://linkedin.com/in/nakul-pathak-31b8734
5.17.2 Gantt plot of Nakul Pathak’s experience
5.18 Naor Biringer
Job title: Import and export manager
Associated: False
Socials: https://linkedin.com/in/naor-biringer-35026242
5.18.2 Gantt plot of Naor Biringer’s experience
5.20 Nelly Kasih
Job title: Project manager
Associated: True
Socials: https://linkedin.com/in/nellykasih
5.20.2 Gantt plot of Nelly Kasih’s experience
5.21 Rizki Rahmanto
Job title: Hrd business partner manager for nestle sampling consumer activation
Associated: False
Socials: https://linkedin.com/in/rizkirahmanto | https://linkedin.com/in/rizki-rahmanto-748a179 | https://linkedin.com/in/rizki-rahmanto-b1051371
5.21.2 Gantt plot of Rizki Rahmanto’s experience
5.22 Rupayan Barua
Job title: Private
Associated: True
Socials: https://linkedin.com/in/rupayan-barua-6627a7135
5.22.2 Gantt plot of Rupayan Barua’s experience
5.23 Ryan Marihot
Job title: Psm
Associated: True
Socials: https://linkedin.com/in/ryan-marihot-75a150a8
5.23.2 Gantt plot of Ryan Marihot’s experience
5.24 Sadewa Pantjaputra
Job title: Human resources manager
Associated: True
Socials: https://linkedin.com/in/sadewa-pantjaputra-97a58546
5.24.2 Gantt plot of Sadewa Pantjaputra’s experience
5.25 Sari Kusumawati
Job title: Human resources corporate officer
Associated: True
Socials: https://linkedin.com/in/sari-kusumawati-8661301a
5.25.2 Gantt plot of Sari Kusumawati’s experience
5.26 Taylor Thompson
Job title: Product marketing and sales intern
Associated: False
Socials: https://linkedin.com/in/thompsontaylor
5.26.2 Gantt plot of Taylor Thompson’s experience
5.27 Wendy Sear
Job title: Care home group administrator
Associated: False
Socials: https://linkedin.com/in/wendy-sear-23b8097b | https://facebook.com/wendy.duckworth
5.27.2 Gantt plot of Wendy Sear’s experience
5.28 Wenny Azmi
Job title: Information technology web developer
Associated: False
Socials: https://linkedin.com/in/wenny-azmi-b90b92118 | https://facebook.com/wenny.azmi
5.28.2 Gantt plot of Wenny Azmi’s experience
5.29 Yogi Saladin
Job title: Head of merchandising
Associated: True
Socials: https://linkedin.com/in/yogi-saladin-7b42263b | https://facebook.com/100004614408130
5.29.2 Gantt plot of Yogi Saladin’s experience
5.30 Zabbar Hossain
Job title: Graduate student
Associated: True
Socials: https://linkedin.com/in/zabbar-hossain-602166171